Nutlope/hallmark
CSS · ★ 36,254 · 🍴 1,894 · 📈 2,244 stars today
Anti-AI-slop design skill for Claude Code, Cursor, and Codex.
中文介绍 面向 Claude Code、Cursor、Codex 等编码 agent 的反「AI 味」设计技能包。它给模型注入一套设计规范，避免生成的页面千篇一律、堆砌渐变和卡片。适合用 AI 快速起前端、但苦于产出同质化的开发者与设计师。
2026-10-27
TauricResearch/TradingAgents
Python · ★ 116,062 · 🍴 22,273 · 📈 1,395 stars today
TradingAgents: Multi-Agents LLM Financial Trading Framework
中文介绍 基于大模型的多智能体金融交易框架，把分析师、研究员、交易员、风控等角色拆成多个 LLM agent 分工协作，模拟真实投研与决策流程。适合做量化策略研究、交易信号生成与 agent 协作流程验证的开发者。
JetBrains/thinkrail
TypeScript · ★ 2,870 · 🍴 153 · 📈 1,173 stars today
Vibe code with pi in a lightweight, real IDE that customises itself around the way you work — The Vibe You Need
中文介绍 JetBrains 推出的轻量级实时 IDE，主打 vibe coding，界面与工作流会围绕个人习惯自我定制。相比重型 IDE 更轻，适合想用 AI 辅助写代码、又不想被固定布局束缚的开发者。
makecindy/cindy
TypeScript · ★ 6,437 · 🍴 786 · 📈 1,296 stars today
Consider it done. The open-source AI agent that works out of the box · 想到，就能做到。开源、开箱即用的 AI Agent。
中文介绍 开源、开箱即用的 AI Agent，主打「想到就能做到」，省去繁琐配置即可直接使用。适合想快速把日常任务交给 agent 自动执行、又不愿从零搭框架的个人用户和团队。
affaan-m/ECC
JavaScript · ★ 289,819 · 🍴 42,941 · 📈 896 stars today
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
中文介绍 面向 Claude Code、Codex、Opencode、Cursor 等 agent harness 的性能优化系统，通过技能、直觉、记忆、安全策略与研究优先的开发流程提升 agent 表现。适合重度使用编码 agent、想系统化调优的开发者。
pbakaus/impeccable
Rust · ★ 89,159 · 🍴 5,308 · 📈 1,506 stars today
The design language that makes your AI harness better at design.
中文介绍 一套面向 AI harness 的设计语言，用规则与提示词约束模型的视觉输出，让 AI 生成的界面在排版、配色、层级上更专业。适合用 agent 做前端、希望默认输出就具备设计质量的开发者。
NVIDIA/SkillSpector
Python · ★ 22,164 · 🍴 1,936 · 📈 214 stars today
Security scanner for AI agent skills. Detect vulnerabilities, malicious patterns, security risks, prompt injection, data exfiltration, and supply-chain risks in Claude Code, Codex, and MCP skills before you install them.
中文介绍 NVIDIA 出品的 AI agent skill 安全扫描器，在安装前检测 Claude Code、Codex 与 MCP 技能中的漏洞、恶意模式、提示注入、数据外泄和供应链风险。适合在团队中引入第三方技能的开发者做安全审查。
pollen-robotics/microduck
Rust · ★ 12,395 · 🍴 1,546 · 📈 843 stars today
A Tiny biped duck robot 🦆
中文介绍 Pollen Robotics 开源的小型双足鸭子机器人项目，体积小巧、结构简单，便于低成本复现与二次开发。适合机器人爱好者、教学场景和对双足步态、舵机控制感兴趣的研究者上手实验。
nightly-labs/openbot
TypeScript · ★ 1,457 · 🍴 184 · 📈 176 stars today
A local-first desktop workspace for persistent AI teammates. Run Codex, Claude, and Grok with dedicated workspaces, task queues, file sharing, browser control, and agent-to-agent collaboration.
中文介绍 本地优先的桌面工作区，让 Codex、Claude、Grok 等模型作为持久 AI 队友常驻，支持独立工作区、任务队列、文件共享、浏览器控制和 agent 间互相协作。适合需要多 agent 并行办公的个人与小团队。
Panniantong/Agent-Reach
Python · ★ 103,545 · 🍴 9,186 · 📈 746 stars today
Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.
中文介绍 给 AI agent 装上一双看遍互联网的眼睛：通过单个 CLI 读取和搜索 Twitter、Reddit、YouTube、GitHub、Bilibili、小红书等平台，且无需支付 API 费用。适合做舆情监控、内容调研与信息聚合的 agent 开发者。
debpalash/VoiceStudio
Python · ★ 89,175 · 🍴 9,842 · 📈 2,297 stars today
VoiceStudio is the open-source, fully-local ElevenLabs alternative — voice cloning, voice design, video dubbing, dictation, transcription & audiobook creation in 646 languages.
中文介绍 完全本地运行的开源 ElevenLabs 替代方案，覆盖语音克隆、音色设计、视频配音、听写、转录和有声书制作，支持 646 种语言。适合注重隐私、不想按量付费的创作者与开发者自建语音工作流。
gitroomhq/postiz-app
TypeScript · ★ 38,428 · 🍴 7,455 · 📈 188 stars today
📨 The ultimate agentic social media scheduling tool 🤖
中文介绍 开源社交媒体排期工具，引入 agent 能力协助生成内容、编排发布计划并统一管理多平台账号。适合个人创作者和小团队替代 Buffer 等付费服务，集中打理跨平台内容发布。
alchaincyf/huashu-design
HTML · ★ 26,723 · 🍴 2,960 · 📈 251 stars today
Huashu Design 3.0 · 在 agent 里打一句话，拿回能交付的设计：网页 / App 原型 / 可编辑 PPTX / 动画 / 信息图 · 六个候选挑三个方向 · 84 种带样张的风格库 · 越用越懂你的外观账本与设计体检 · HTML-native design skill for Claude Code, Codex, Cursor & any agent
中文介绍 华数设计 3.0，一个 HTML 原生的设计 skill，在 Claude Code、Codex、Cursor 等 agent 里一句话即可产出网页、App 原型、可编辑 PPTX、动画与信息图。内置 84 种带样张风格库，并按使用习惯逐步学习用户偏好，适合需要快速拿到可交付设计稿的创作者。
multica-ai/andrej-karpathy-skills
★ 224,628 · 🍴 22,470 · 📈 638 stars today
A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls.
中文介绍 一份可直接放进项目的 CLAUDE.md 文件，整理 Karpathy 对 LLM 写代码常见陷阱的观察，用来约束和改善 Claude Code 的行为。适合想低成本提升编码 agent 输出质量、减少盲目改动和过度工程的开发者。
该源今日无内容。
How to Make Animated Short Videos to 10X Your App Revenue
@tobiadonadon_ · 5.7K 粉丝 · 139.3K 阅 · 513 赞 · 44 转
making an animated short normally means an animator, footage, or hours inside an editing tool and if you just have a verse, a quote or a small story in your head, that's a lot of work for something
中文介绍 讲怎么用 AI 把一段诗句、引言或小故事做成动画短片，再拿去给 App 引流变现。传统做动画短片要动画师、素材或几小时剪辑，这里给的是省掉这些环节的替代流程，重点在降低制作门槛。
Replit and the dawn of the self-driving company
@pmarca · 6.7M 粉丝 · 92.9K 阅 · 587 赞 · 78 转
One thing I love about Amjad is, sometimes he really says the thing and articulates something that other people weren’t brave enough or clear enough in their thinking to express. He has one of those
中文介绍 Marc Andreessen 借 Replit CEO Amjad 的表述谈「自动驾驶公司」：即公司运营像自动驾驶一样自动运转。属于观点型文章，不是操作教程，核心是赞许对方把别人没说清楚的判断讲透了。
How the Claude Code team does code review
@addyosmani · 465.0K 粉丝 · 70.4K 阅 · 1.2K 赞 · 85 转
We previously mentioned that Claude writes about 90 percent of the code for Claude Code. So how do we do code review at this scale? Who reads code anyway? What happens if code goes wrong? This post
中文介绍 Claude Code 团队分享代码评审流程：Claude 写了 Claude Code 约 90% 的代码，在这个量级下怎么做 review、谁来读代码、出错怎么办。对高强度使用 AI 写码的团队有参考价值。
How to make an AI UGC video ad, a step by step guide
@SayItAgainAI · 931 粉丝 · 51.6K 阅 · 502 赞 · 62 转
An AI UGC video is a short vertical video in which a generated presenter films themselves with your product and talks about it, the way a person would on their phone. Nobody is hired, nothing is
中文介绍 AI UGC 视频广告的分步教程：先定义这类视频为「生成的主播拿手机自拍、拿着你的产品讲」的竖屏短片，全程不用雇人、不用实拍，再拆解从脚本到成片的制作步骤。
The five components of building a "company harness"
@hwchase17 · 136.6K 粉丝 · 39.2K 阅 · 521 赞 · 60 转
How do you build a company harness? We've built internal agents at LangChain across marketing, sales, and engineering, and they have completely changed how those teams work. They weren't easy to get
中文介绍 LangChain 的 Harrison Chase 讲「company harness」的五个组成部分：他们在市场、销售、工程三条线都搭了内部 agent，实际改变了团队工作方式，也坦言这类系统并不好落地。
How I work with Agents
@thorstenball · 57.2K 粉丝 · 35.8K 阅 · 831 赞 · 59 转
... as of October 2026. Use the latest and greatest models. Everything else is potentially a waste of time. If a model is wrong 10% of the time, you don't know which 10%, so you end up making multiple
中文介绍 Thorsten Ball 记录截至 2026 年 10 月自己与 agent 协作的方式：一律用最新最强的模型，其他都是浪费时间；并讨论模型有 10% 出错率时，你无法预知错在哪，只能反复重跑。
Greptile takes bug detection beyond code review with GPT-6 Astra
How Greptile uses GPT-6 Astra to test user workflows, Daybreak to strengthen security, and Codex to reduce rework.
中文介绍 OpenAI 介绍 Greptile 借助 GPT-6 Astra 对用户工作流进行测试，并用 Daybreak 强化安全、用 Codex 减少返工，从而将缺陷检测延伸至代码审查之外。
Will the real Anthropic please stand up
This story originally appeared in The Algorithm, our weekly newsletter on AI. To get stories like this in your inbox first, sign up here. After weeks of frenzied speculation, Anthropic has filed its IPO prospectus. The 335-page document (100 pages or so are focused on risks) lays out the company’s u
中文介绍 MIT 科技评论称，在数周猜测后 Anthropic 已提交 IPO 招股书，文件共 335 页，其中约 100 页用于披露风险。
Working with academic communities to build scientific understanding
OpenAI shares model results on the Kakeya conjecture, Exponential Time Hypothesis, and quantum chromodynamics—and how researchers can verify and build on them.
中文介绍 OpenAI 公布模型在 Kakeya 猜想、指数时间假设与量子色动力学上的结果，并说明研究人员如何验证并在此基础上继续研究，以推进与学术界的合作。
GPT-6.1 Sol helps CodeRabbit strengthen security across complex codebases
CodeRabbit uses GPT-6.1 Sol to investigate security risks across complex codebases. Its security agent helps developers review findings and proposed fixes.
中文介绍 CodeRabbit 使用 GPT-6.1 Sol 排查复杂代码库中的安全风险，其安全智能体可协助开发者审查检测结果与修复方案。
ChatGPT’s expanding world of work
Explore OpenAI Signals data on 165 work activities across nearly 100 countries, revealing how people use ChatGPT for work and how usage changes over time.
中文介绍 OpenAI 的 Signals 数据覆盖近 100 个国家和 165 项工作活动，用于展示人们如何在工作场景中使用 ChatGPT 以及使用方式的变化趋势。
The focus on AI safety disasters ignores everyday harms
Consider what passes for success in technology policy. An AI company promises that its chatbot will not encourage suicide. A social media platform makes it more difficult for children to buy fentanyl. These are important protections, and they should have existed all along. But companies can clear th
中文介绍 MIT 科技评论评论文章认为，政策讨论过度聚焦 AI 灾难性风险，却忽视聊天机器人诱导自杀、平台放任儿童购买芬太尼等日常危害，而现有保护措施本应早已存在。
How Fanatics and OpenAI streamline the fan experience
Fanatics uses OpenAI to help fans complete their game-day outfits with Shop the Look. Testing across roughly 30,000 MLB products showed 10% higher engagement.
中文介绍 Fanatics 借助 OpenAI 的 Shop the Look 功能帮助球迷搭配比赛日穿搭，在约 3 万件 MLB 商品上测试显示互动率提升 10%。
How Ultrafast cut incident investigation from hours to minutes at OpenAI
See how OpenAI engineers use Codex Ultrafast to investigate incidents in minutes. Explore faster security analysis, code refactoring, and daily workflows.
中文介绍 OpenAI 工程师使用 Codex Ultrafast 将事故调查时间从数小时缩短至数分钟，同时加快安全分析和代码重构，并优化日常工作流程。
Introducing GPT-6.1 Terra
Bringing fast and capable computer use to everyone
中文介绍 OpenAI 发布 GPT-6.1 Terra，主打把快速且能力较强的计算机操作能力提供给所有用户。
Apple’s 20B model 📱, Kimi K3.1 Pro 🧠, Block Dessa 🗣️, frontier training security 🔐
中文介绍 TLDR AI 当日简报要点包括：苹果 200 亿参数模型、Kimi K3.1 Pro、Block Dessa，以及前沿模型训练安全议题。
[AINews] Kimi 3.1 Pro 104BA-2.8T: Fable-5.1-Class Open Weights narrows Closed-AI lead to 1 month... and Pro Highspeed API with 2-3× speed
We have Fable at home... or so we are being told by paid shills
中文介绍 Latent Space 称 Kimi 3.1 Pro 为 104BA-2.8T 开放权重模型，接近 Fable-5.1 水平，将闭源 AI 的领先优势缩小至约 1 个月，并推出速度提升 2 至 3 倍的 Pro Highspeed API。
Rapidly scaling online storage to serve over 1 billion ChatGPT users (Part II)
Learn how OpenAI scaled Habitat with reliable multi-tenancy, global caching, and Azure Cosmos DB to deliver 12× faster reads for ChatGPT.
中文介绍 OpenAI 第二篇技术文章介绍如何通过可靠的多租户架构、全球缓存与 Azure Cosmos DB 扩展 Habitat 存储，以支撑逾 10 亿 ChatGPT 用户，读取速度提升 12 倍。
AI Is Getting Good at Math. Here’s Why.
AI models are solving more mathematical problems. A pattern is emerging in their successes that could help us predict which problems they’ll solve next.
中文介绍 Latent Space 指出，AI 模型正在解决越来越多的数学问题，其成功案例中呈现出某种模式，或可帮助预测模型下一步能解决哪些问题。
[AINews] Black October
the Cyber onslaught continues.
Securing our frontier model training environment
OpenAI explains how we strengthened containment for frontier model training and evaluation, including offline environments and high-compute red-teaming.
中文介绍 OpenAI 说明如何强化前沿模型训练与评估的隔离防护，措施包括离线环境与高算力红队测试。
Australian judge rejects prisoner's human rights challenge to Vegemite ban
Andre McKechnie, 55, is serving a life sentence for murder. He took his battle for the salty, sticky, black-brown byproduct of brewing beer to the court last year. He argued being refused Vegemite breached the Charter of Human Rights and Responsibilities Act.
中文摘要 澳大利亚一名法官驳回囚犯安德烈·麦凯奇尼的诉讼。55岁的他因谋杀罪服终身监禁，去年起诉监狱拒绝提供维吉麦酱侵犯其人权，法院未予支持。
What to know about China's plenum as Xi seeks stronger party discipline
This closed-door gathering that started Monday comes about a year before Xi is expected to secure a fourth term and personnel changes to key leadership bodies.
中文摘要 中国周一召开闭门全体会议，外界预计此次会议聚焦加强党内纪律。会议召开时间距习近平预计获得第四个任期及关键领导机构人事调整约一年。
Russia says it will open humanitarian corridor to Ukrainian town
Russia says it will open a humanitarian corridor to the occupied Ukrainian town of Oleshky, where people have been eating weeds and pickles to survive while trapped by minefields, shelling and drones.
中文摘要 俄罗斯表示，将向被占领的乌克兰城镇奥列什基开放人道主义走廊。当地居民被雷区、炮击和无人机困住，靠吃野菜和腌菜维生。
'The smell of freedom': Serbia's student movement celebrates election triumph
A political earthquake has occurred in Serbia as a student-backed movement wins the parliamentary election, ending more than a decade of dominance by a Moscow-backed populist leader.
中文摘要 塞尔维亚议会选举中，由学生支持的运动获胜，终结了亲莫斯科的民粹领导人长达十余年的主导地位，被视为该国一场政治地震。
Brazil's left-wing President Lula elected for fourth term
Brazil's 80-year-old left-wing leader President Lula defeats Flávio Bolsonaro in a bitterly contested runoff.
中文摘要 巴西80岁的左翼总统卢拉在激烈角逐的第二轮投票中击败弗拉维奥·博索纳罗，第四次当选总统。
U.S. influence in Latin America at stake in runoff election in Brazil
A polarizing presidential election runoff in Latin America's largest economy and biggest democracy pits leftist Lula da Silva's legacy against Trump ally Flavio Bolsonaro, son of the former Brazilian president.
中文摘要 巴西第二轮总统选举投票举行，左翼卢拉·达席尔瓦与前总统之子、特朗普盟友弗拉维奥·博索纳罗对决。作为拉美最大经济体和最大民主国家，其结果关系美国在该地区影响力。
This center-right former general could unseat Netanyahu as Prime Minister in Israel
A former Israeli general is the main center-right challenger hoping to unseat Prime Minister Benjamin Netanyahu in Israeli elections this week.
中文摘要 以色列本周举行大选，一名前以色列将军作为主要中右翼挑战者，寻求取代总理内塔尼亚胡。
Venezuela's opposition leader María Corina Machado returns after months in exile
Machado announced her arrival on social media, writing "I am here. With you."
中文摘要 委内瑞拉反对派领导人玛丽亚·科里纳·马查多流亡数月后回国，她在社交媒体上宣布抵达，写道「我在这里。与你们同在」。
Israelis have changed. Will they change their leadership?
Israel is holding a general election this week after years of war. For many Israelis, shaken by the Oct. 7, 2023, attacks and years of war, it is the most consequential in decades.
中文摘要 以色列本周举行大选。经历2023年10月7日袭击及多年战争后，许多以色列人认为这是数十年来最具分量的一次选举，人心已变，领导层是否更替受关注。
This College of Magic turns ordinary kids into cool magicians
The students, many from marginalized communities, learn to conjure up candy, do card tricks — and face the world with a confident, creative and resilient mindset.
中文摘要 南非一所魔法学院教导普通孩子变魔术，许多学生来自边缘化社区，他们学习变糖果、纸牌魔术，并培养自信、富有创造力和韧性的心态。
Stocks Sink in Broad AI Rout Sparked by China's DeepSeek
U.S. stocks were mostly lower, with the Nasdaq leading declines as makers of AI infrastructure suffered steep falls, many in the double digits. Nvidia was down 16%.
中文摘要 受中国初创公司DeepSeek新模型冲击，美国股市普遍走低，纳斯达克指数领跌，人工智能基础设施相关企业股价大幅下挫，多只个股跌幅达两位数，英伟达下跌16%。
Comex Gold, Silver Settle Lower
Gold settled 1.4% lower, down two of the past three sessions, and silver fell 2.5%, down three of the past four sessions.
中文摘要 纽约商品交易所黄金期货收跌1.4%，为过去三个交易日中第二次下跌；白银期货收跌2.5%，为过去四个交易日中第三次下跌。市场关注美联储利率决议。
DeepSeek Won't Sink U.S. AI Titans
Panic fueling the selloff of Nvidia, Broadcom and other tech giants is overblown.
中文摘要 评论认为，由DeepSeek引发的恐慌导致英伟达、博通等科技巨头遭到抛售，但这一反应被过度放大，DeepSeek并不会击垮美国人工智能巨头。
Financial Services Roundup: Market Talk
Gain insight on Experian, SoFi Technologies and more in the latest Market Talks covering Financial Services.
中文摘要 最新一期金融服务行业「市场观察」栏目汇总了行业动态，涵盖益博睿（Experian）、SoFi Technologies等公司的最新观点与分析。
Arabica Coffee Prices Hit Record on U.S., Colombia Tariff Spat
Arabica coffee prices hit a record level, as traders digested the withdrawal of President Trump’s threats to impose tariffs and economic sanctions on Colombia.
中文摘要 阿拉比卡咖啡价格创下历史新高。此前美国总统特朗普撤销了要对哥伦比亚加征关税和实施经济制裁的威胁，交易员正在消化这一变化。
Swiss franc, Japanese yen Rise as DeepSeek News Boosts Safe Havens
The Yen and Swiss Franc were stronger against the dollar as investors sought safe havens after Chinese start-up DeepSeek’s new AI model hit U.S. tech stocks.
中文摘要 受中国初创公司DeepSeek新人工智能模型冲击美国科技股影响，投资者转向避险资产，日元和瑞士法郎兑美元走强。
Natural Gas Falls on Shifting Weather Forecasts
U.S. natural gas futures fell after weekend updates took some of the chill out of early February weather forecasts.
中文摘要 美国天然气期货下跌，因周末更新的天气预报显示2月初的寒冷程度有所减弱。
Building-Products Distributor QXO Launches Hostile Bid for Beacon
QXO is taking its offer directly to shareholders after being rebuffed on several occasions.
中文摘要 建材分销商QXO在多次被拒后发起对Beacon的敌意收购，直接将收购要约提交给股东。
Natural-Gas Firm Diversified Energy Strikes Deal for Permian Basin Player
Maverick Natural Resources has operations in Texas and Oklahoma.
中文摘要 天然气公司Diversified Energy达成收购二叠纪盆地资产运营商的交易，标的是Maverick Natural Resources，其在得克萨斯州和俄克拉何马州拥有业务。
What's New This Tax Season That Can Save You Money
There are some new wrinkles, especially for those who sell things online or bought an EV.
中文摘要 本个报税季出现若干新变化，对在网上销售商品或购买电动汽车的纳税人尤其可能带来省钱机会，文章并解释了美国国税局的申报日期安排。
Chinese Investors With Few Options Turn to Dividends
Companies with good payouts are now the hottest bet in China markets.
中文摘要 在可选投资标的有限的情况下，中国投资者转向分红回报较高的公司，高派息股票成为中国市场当前最受追捧的标的。
U.S. Treasury Yields Fall But Direction for Long-End Yields Still Seen Upward
The 10-year U.S. Treasury yield fell and ING said the the long end of the Treasury curve will continue trading at higher yields even as Trump hasn’t delivered anything to shock markets so far.
中文摘要 美国10年期国债收益率下跌。荷兰国际集团（ING）表示，尽管特朗普迄今未出台冲击市场的举措，长端国债收益率预计仍将在较高水平交易。
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